This repo contain deep learning resources and projects for educational purposes with focus on industry + some other projects. This list is for my perosnal use, hope you may find something useful within.

• King - man + woman = Queen, check it out ! Link
• Teaching computers to understand pictures Link
• The Unreasonable Effectiveness of Recurrent Neural Networks Link
• How to generate image lables Link
• Humans last stand Link
• Neural hand writing Link
• TensorFlow Playground Link
• physics of NN Link

These are few basic models to get startd, try implement them before go further with deep learning !

• Word2vec word2vec using gensim [link][lecture 1][lecture 2]
• FeedForward net [useful background] [[Summary] (not yet!)] [[code - Keras] (not yet!)]
• Simple CNN [useful background] [[Summary] (not yet!)] [[code - Keras] (not yet!)]

• bAbI : Paper [[Summary] (not yet!)] [[code - Keras] ()]
• E2E MN : Paper [[Summary] (not yet!)] [[code - Keras] ()]
• KV MN : Paper [[Summary] (not yet!)]

• Dual RNN Paper

• Item embeddings Not yet! [[Summary] (not yet!)]
• Learn items relations Not yet! [[Summary] (not yet!)]
• Siamese net for predicting items relations Not yet! [[Summary] (not yet!)]
• Tripplet net for predicting items relations Not yet! [[Summary] (not yet!)]
• Deep MF with implicit feedback Not yet! [[Summary] (not yet!)]
• Deep and wide Not yet! [[Summary] (not yet!)]
• BPR: Bayesian Personalized Ranking from Implicit Feedback Paper [[Summary](not yet!)]
• VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback Paper [[Summary](not yet!)]
• CDL - collabprative deep learning Paper [[Summary](not yet!)]
• ConvMF Repo Talk
• Lambda MART python Repo
• From RankNet to LambdaRank to LambdaMART: An Overview (https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/MSR-TR-2010-82.pdf)

• Net2Net Paper [Summary] [Code]
• Squeez net Paper [Summary] [Code]
• Siamese net [Summary] [Code]
• Triplet net [Summary] [Code]
• Resedual net Paper [Summary] [Code]
• Inception net Paper [Summary] [Code]

• Deep Sets Paper
• Pointer networks

• Tacotron Paper Repo
• WaveNet Repo
• Parallel WaveNet
• An attention-based recurrent sequence generator (ARSG) Useful for text to speach [Paper](An attention-based recurrent sequence generator (ARSG))

• TrueSkill
• Deep Factor Graphs for Bayesian Prediction of HighDimensional Games Paper

Note: these are not deep learing but worth considering for real world applications

• Interpretable Decision sets - submodular optimization for better rule classifiers Paper
• Ask me better question - simple idea for human in the loop Paper
• Why should I trus you (LIME) - Establish trust in machine learing model Paper

• OpenNMT-py Neural machine translation (seq2seq, conv2conv, transformer, other features) Repo
• Seq2seq tuturial Link

• Basic tensorflow Tutorial
• RNNs in tensorflow a must read tutorial Part 1 Part 2 Part 3
• Retrival based chatbot - from wildml blog Tutorial
• Deep reinforcement learning form wildml Series
• Deep reinforcement learning, another series Series
• GAN image completion Tutorial
• Pix2Pix Tutorial
• Learning interpretable latent representations InfoGan Tutorial

• Google smart replay Paper
• Youtube DL recommender Paper
• Pintrest image search Paper
• Amazon stream Paper
• Visual Search at eBay Paper

• Tensorflow models Repo
• Tensorflow examples Repo
• MXNet examples Repo
• MXNet notebooks Repo
• Keras examples Repo

• Learning Deep Features for Discriminative Localization Paper
• We don't need no bounding-boxes Paper
• Faster RCNN Tutorial Repo
• Product Quantization Faiss
• Faster RCNN for pose estimation
• Vector field features for pose estimation
• Gan wit VAE for 3d pose estimation
• Image Retrieval using Scene Graphs Paper
• Love thy niehgbour
• Datasets Open images, Image net, visual genom, COCO
• Video analytics Link
• Relational reasoning Repo
• Visual Relationship Detection with Language Priors Paper
• Street 2 shop Link
• Facenet Repo
• ComputerVisionFoundation Videos Youtube
• Seeing What Is Not There: Learning Context to Determine Where Objects Are Missing
• Open Pose Link
• Cut paste and learn Paper
• From Red Wine to Red Tomato: Composition with Context Paper
• Learning by Asking Questions Paper

Forgetting in Neural networks

• Learn to remember rare events Paper

• **Inverse Autoregressive Flow repoPaper
• **Masked Autoregressive Flow Paper
• GUMBEL-SOFTMAX Paper Repo Blog
• Normalizing Flow tutorial Tutorial
• Bayes by backprob Paper
• A Theoretically Grounded Application of Dropout in Recurrent Neural Networks Keras
• What my deep model doesn't know Link

• **Policy for large number of actions ** useful for recommendations
• Proximal Policy Optimization Blog
• Bootcamp 2017 Link

• SimGan Repo
• Collection of Generative models Repo
• Gan Hacks
• GAN zoo Link
• Progressive GAN Link

• Deep ensambles Paper
• Data Distillation: Towards Omni-Supervised Learning Paper

• **Graph based simi-supervised learning implementations Repo
• AlphaGo tutorial Tutorial
• Message passing neural networks Repo Paper
• **Binary neural nets **
• Neural module network

• Awsome tensorflow Link
• Deeplearning reading roadmap Link
• GAN Papers Link
• Awsome deep learning papers Link
• Awsome Pytorch Link
• Awsome OCR (https://github.com/chongyangtao/Awesome-Scene-Text-Recognition)

• Domain transfer network Code Paper
• Predict neural net performance before training Paper
• CRNN OCR with CTC Repo
• Generate synthitic Text for OCR Repo
• Ladder net Repo